Schedule

Suggested Readings:

• Lab
• Dataset description
• ISLP Chapter 1
• PSDS Chapter 1
• Top 10 Ideas in Statistics That Have Powered the AI Revolution
• Recorded video

Suggested Readings:

• Lab
• ISLP Chapter 2
• ESL Chapter 2
• Foundations of Data Science Chapter 2
• Recorded video

Suggested Readings:

• Lab
• ISLR Chapter 3
• ESL Chapter 3.1~3.3
• PSDS Chapter 4 and Chapter 3
• Ch4 in seeing theory/Ch5 in OpenIntro Statistics/p-value and hypothesis testing in statquest/04-05 in 統計學
• Recorded video

Suggested Readings:

• Lab
• ISLR Chapter 4
• ESL Chapter 4.1~4.4
• PSDS Chapter 5 and Chapter 2
• Ch3 and ch5 in seeing theory/Distribution and Bayes theorem in statquest/3Blue1Brown
• Recorded video

Suggested Readings:

• Lab
• ISLR Chapter 5
• ESL Chapter 7.1-7.4 and 7.10-7.11
• PSDS Chapter 3
• Recorded video

Suggested Readings:

• Lab
• ISLR Chapter 6
• ESL Chapter 7.1-7.7, Chapter 3.3-3.6
• PSDS Chapter 4
• [Midterm 2023]
• [Midterm 2022]
• [Midterm 2021]
• [Midterm 2020 (courtesy of professor Mei-Hui Guo)]
• Recorded video

Suggested Readings:

• Example midterm reference
• Recorded video

Suggested Readings:

• Lab
• ISLR Chapter 12
• ESL Chapter 13.1~13.3,14.1~14.3,14.5~14.9
• Recorded video
• Recorded video 2

Suggested Readings:

• Lab
• ISLR Chapter 7
• ESL Chapter 5.1~5.7, 6.1~6.3 and 9.1
• PSDS Chapter 4
• Recorded video

Suggested Readings:

• Lab
• ISLR Chapter 8
• ESL Chapter 9.2
• PSDS Chapter 6
• Recorded video

Suggested Readings:

• ISLR Chapter 8
• ESL Chapter 8.1~8.3, 8.7, 8.8, 10.1~10.6, 10.8~10.14, 15.1~15.3
• PSDS Chapter 6
• XGBoost from statquest
• Recorded video

Suggested Readings:

• Lab
• ISLR Chapter 9
• ESL Chapter 6.6~6.9,12.1~12.3
• [Machine Learning Techniques]
• Recorded video

Notice:

• Final Project
• Schedule for the Final Presentation